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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
Principles
- Principle:Duckdb Duckdb Snappy Compression
- Principle:Lm sys FastChat Conversation Content Filtering
- Principle:Langchain ai Langchain Maximal Marginal Relevance
- Principle:Mit han lab Llm awq Weight Clipping Optimization
- Principle:Hiyouga LLaMA Factory Mixture of Experts
- Principle:CarperAI Trlx RL Data Structures
- Principle:CrewAIInc CrewAI Tool Implementation
- Principle:Scikit learn Scikit learn Metric Visualization
- Principle:Unslothai Unsloth GGUF Export
- Principle:Nautechsystems Nautilus trader Catalog Data Querying
Implementations
- Implementation:Mlc ai Web llm Get Message Model Routing
- Implementation:Anthropics Anthropic sdk python BetaToolComputerUse 20250124
- Implementation:Openai Openai python Response Image Gen Call Partial
- Implementation:Webdriverio Webdriverio FetchMock
- Implementation:SeleniumHQ Selenium Closure Testing PropertyReplacer
- Implementation:Open compass VLMEvalKit MMHelix Bridges Eval
- Implementation:Langgenius Dify Docker Compose Profiles
- Implementation:Microsoft LoRA WebNLG Dev Dataset
- Implementation:DistrictDataLabs Yellowbrick Sphinx Documentation Config
- Implementation:TobikoData Sqlmesh PlanApplyStageTracker
Heuristics
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
Environments
- Environment:Microsoft Agent framework API Credentials
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Bentoml BentoML Triton Inference Server